两种神经元拨动开关设计的切换延迟分析:直接和阶段相互抑制

Farimah Mapar, Ron Weiss
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引用次数: 0

摘要

已知直接相互抑制是生物神经网络双稳定行为背后的主要机制,以实现神经元拨动开关,类似于电子学中的触发器。为了在神经形态计算中实现这种普遍行为,我们以前使用计算模型得出直接相互抑制遭受共同模式失败的结论,并提出了一种替代设计,即阶段相互抑制,以确保正确的切换。在这项工作中,我们对这两种设计进行了进一步的分析,将开关延迟作为性能指标,类似于电子学中的保持时间考虑。我们的时间分析表明,与直接互抑制相比,阶段互抑制产生的延迟略大,这归因于其更复杂的设计。我们进行了仿真来验证我们的定量延迟分析。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Switching Delay Analysis for Two Neuronal Toggle Switch Designs: Direct and Staged Mutual Inhibition
Direct Mutual Inhibition is known to be the primary mechanism behind bi-stabile behavior in biological neuronal networks to implement a neuronal toggle switch, similar to flip-flops in electronics. With a view to enabling the implementation of this pervasive behavior in neuromorphic computing, we have previously used computational models to conclude that direct mutual inhibition suffers from a common mode failure, and have proposed an alternative design, staged mutual inhibition, that ensures correct switching. In this work, we provide further analysis for these two designs with respect to switching delay as a performance metric, similar to hold-time considerations in electronics. Our timing analysis shows that staged mutual inhibition incurs slightly larger delay compared with direct mutual inhibition, which is attributed to its more sophisticated design. We perform simulations to validate our quantitative delay analysis.
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